在足球中获得竞争优势的数据分析前景:对战术的计算方法
1School of Sport and Exercise Sciences, Liverpool John Moores University, Liverpool, UK.
Science & medicine in football
|July 21, 2025
概括
数据驱动的足球分析,包括预期目标 (xG),提高团队表现和球员招聘. 将计算研究与体育科学相结合,可以为战术和决策提供新的见解.
科学领域:
- 运动分析 运动分析
- 计算科学 计算科学
- 足球研究 足球研究
背景情况:
- 数据驱动的分析在足球中对于表现和招聘越来越重要.
- 大数据集 (事件,跟踪) 燃料计算模型,如预期目标 (xG).
- 计算足球研究与体育科学界之间存在差距.
研究的目的:
- 在足球分析中综合历史计算工作.
- 突出新兴研究领域,如自动匹配分析和决策.
- 提出倡议,促进计算和体育科学社区之间的合作.
主要方法:
- 关于计算足球研究的文献评论.
- 确定关键主题:战术评估,性能预测,运动建模.
- 讨论新兴主题和跨学科合作需求.
主要成果:
- 计算足球研究已经取得了显著的进步,在xG建模中的应用.
- 新兴领域需要计算专家和领域专家之间的更深层次的合作.
- 弥合社区之间的差距显然是有必要的,也有潜在的好处.
结论:
- 计算研究人员和体育科学家之间更紧密的合作对于足球分析至关重要.
- 综合现有工作和突出新领域可以指导未来的研究.
- 促进跨学科对话的倡议对于推动该领域的发展至关重要.
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